From 1d28aa198e1c707a2d7165cdc864630803d240b2 Mon Sep 17 00:00:00 2001 From: bilgeyucel Date: Wed, 13 Nov 2024 14:46:37 +0300 Subject: [PATCH] Replace BranchJoiner with ListJoiner --- .../conversational_rag_using_memory.ipynb | 1217 ++++++++++++++++- 1 file changed, 1175 insertions(+), 42 deletions(-) diff --git a/notebooks/conversational_rag_using_memory.ipynb b/notebooks/conversational_rag_using_memory.ipynb index b1e7555..4c7fea0 100644 --- a/notebooks/conversational_rag_using_memory.ipynb +++ b/notebooks/conversational_rag_using_memory.ipynb @@ -35,7 +35,7 @@ }, "outputs": [], "source": [ - "!pip install -U haystack-ai git+https://github.com/deepset-ai/haystack-experimental.git datasets" + "!pip install -U haystack-ai datasets" ] }, { @@ -55,7 +55,7 @@ "base_uri": "https://localhost:8080/" }, "id": "xnaLI90LIhu2", - "outputId": "c0380798-e536-4efd-dd7c-34e7c276de3a" + "outputId": "8a0b2ab8-3521-43f1-f590-c6b910867ff1" }, "outputs": [ { @@ -90,17 +90,53 @@ "execution_count": 3, "metadata": { "colab": { - "base_uri": "https://localhost:8080/" + "base_uri": "https://localhost:8080/", + "height": 235, + "referenced_widgets": [ + "73a190ad645f424595ed510b0a065f6c", + "a0595172cf69419da8906519b67044fc", + "de6320ec52bd428481cc2c3d5a0cc990", + "178c72eb13ea4713b61f78d6e23845ac", + "ad90be66bdc04459aad56d18ae06053d", + "dc62faede541456693b9f04b014f903e", + "36ca73d9350e4a1c8074c0f774a54990", + "322220538e2e468c8ec1d1a394b1e468", + "4b3ae1c3a76a4fbda2515fc1dc2f7fab", + "4584e2f8a56b4c8aba7bc3ac83fcf465", + "e3731778144a4dbd994b4fb69964c8fc", + "21362aa8df4442a29896367d6cf67e00", + "437ab0f7e2504928a4b11eea3c294876", + "882c76f6986d4e4fb91f67d82332ccf3", + "e9dbe0e711c942feb0d4c317f501352a", + "c929a3d83e9d4309b7c9485e11608a64", + "6749eb3bb0e94942b7e9e096e62ec8cb", + "1d541df644074f5fa44628daf3b5bb0f", + "b294f69f8aa64e448cff87a12b473a40", + "13777155bedb426196506e9f99a0e58b", + "fb40fd788e234340a5ea5a67a1468633", + "ce31567067f54dcdb7e76996a1f85711", + "57c6e81875754b20b20ded8242b3416f", + "5da9420916f24ac8b414f40bd2bf9278", + "87e0f724cfd342a696a9a472e6cae440", + "649c0abcb8ae4028b982c67b8c25d49b", + "4eafb4852c0b465b98bc9aa714a65c55", + "bf44c3ba864e4b06a6c7ce99175b6f76", + "8f5ebd3d7c9a4937a80e4732a4421306", + "edf1188e561b44089d1f33a4ab06da2d", + "67c1e3a03d8a4cc3aa1f306aeacbf7d3", + "5e1c026cacd146c5b865407e65fa3da4", + "ca7fcb3a93154a0ab91ffd440a5eec07" + ] }, "id": "E1LKl2TmFuzs", - "outputId": "c8a32d2e-f50d-4792-f239-b0089a71fa40" + "outputId": "0dbe2798-cf10-4768-994c-3c3fc61bd2c2" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:89: UserWarning: \n", + "/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_auth.py:94: UserWarning: \n", "The secret `HF_TOKEN` does not exist in your Colab secrets.\n", "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n", "You will be able to reuse this secret in all of your notebooks.\n", @@ -108,6 +144,48 @@ " warnings.warn(\n" ] }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "73a190ad645f424595ed510b0a065f6c", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "README.md: 0%| | 0.00/46.0 [00:00 **Note**: The `ListJoiner` component will be available in Haystack starting from version 2.8.0!" ] }, { "cell_type": "code", "execution_count": 6, + "metadata": { + "id": "BD5iUTofUGKG" + }, + "outputs": [], + "source": [ + "from itertools import chain\n", + "from typing import Any\n", + "\n", + "from haystack import component\n", + "from haystack.core.component.types import Variadic\n", + "\n", + "\n", + "@component\n", + "class ListJoiner:\n", + " def __init__(self, _type: Any):\n", + " component.set_output_types(self, values=_type)\n", + "\n", + " def run(self, values: Variadic[Any]):\n", + " result = list(chain(*values))\n", + " return {\"values\": result}" + ] + }, + { + "cell_type": "code", + "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "4SkN-lRUa4_i", - "outputId": "340f3a45-7dde-4f80-8fad-f4655f3a5f4f" + "outputId": "dd6fcb9a-12ca-4a56-c909-4d679d1707e0" }, "outputs": [ { "data": { "text/plain": [ - "\n", + "\n", "πŸš… Components\n", " - retriever: InMemoryBM25Retriever\n", " - prompt_builder: ChatPromptBuilder\n", " - llm: OpenAIChatGenerator\n", " - memory_retriever: ChatMessageRetriever\n", " - memory_writer: ChatMessageWriter\n", - " - memory_joiner: BranchJoiner\n", + " - memory_joiner: ListJoiner\n", "πŸ›€οΈ Connections\n", " - retriever.documents -> prompt_builder.documents (List[Document])\n", " - prompt_builder.prompt -> llm.messages (List[ChatMessage])\n", - " - llm.replies -> memory_joiner.value (List[ChatMessage])\n", + " - llm.replies -> memory_joiner.values (List[ChatMessage])\n", " - memory_retriever.messages -> prompt_builder.memories (List[ChatMessage])\n", - " - memory_joiner.value -> memory_writer.messages (List[ChatMessage])" + " - memory_joiner.values -> memory_writer.messages (List[ChatMessage])" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -257,7 +362,6 @@ "from haystack.components.builders import ChatPromptBuilder, PromptBuilder\n", "from haystack.components.generators.chat import OpenAIChatGenerator\n", "from haystack.components.generators import OpenAIGenerator\n", - "from haystack.components.joiners import BranchJoiner\n", "from haystack.components.converters import OutputAdapter\n", "\n", "pipeline = Pipeline()\n", @@ -270,7 +374,7 @@ "# components for memory\n", "pipeline.add_component(\"memory_retriever\", memory_retriever)\n", "pipeline.add_component(\"memory_writer\", memory_writer)\n", - "pipeline.add_component(\"memory_joiner\", BranchJoiner(List[ChatMessage]))\n", + "pipeline.add_component(\"memory_joiner\", ListJoiner(List[ChatMessage]))\n", "\n", "# connections for RAG\n", "pipeline.connect(\"retriever.documents\", \"prompt_builder.documents\")\n", @@ -295,19 +399,19 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "W2CSVnkwKQLJ", - "outputId": "176738d3-b6f7-45b1-eb61-cd9bf32b6694" + "outputId": "3ab81430-a0e7-48bf-8e82-0b67f91812fd" }, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "" ] @@ -338,13 +442,13 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "8tZI94Ocbgcz", - "outputId": "fc47e3ec-f22e-4827-90ec-13174cdb2945" + "outputId": "2f2f498f-2653-427e-be76-d7c52484a01f" }, "outputs": [ { @@ -353,10 +457,10 @@ "text": [ "Enter your question or Q to exit.\n", "πŸ§‘ What does Rhodes Statue look like?\n", - "πŸ€– While scholars do not know exactly what the Rhodes Statue looked like, they have a good idea of what the head and face looked like. It would have had curly hair with evenly spaced spikes of bronze or silver flame radiating, similar to the images found on contemporary Rhodian coins. The anecdotal depictions of the Colossus straddling the harbor's entry point have no historic or scientific basis.\n", + "πŸ€– The Rhodes statue, known as the Colossus of Rhodes, would have featured a head with curly hair and spikes of bronze or silver flame radiating from it, similar to the depictions found on contemporary Rhodian coins. However, the exact appearance of the statue is not known, as there are no surviving images of it.\n", "Enter your question or Q to exit.\n", "πŸ§‘ Who built it?\n", - "πŸ€– The Hanging Gardens of Babylon were believed to have been built by the Neo-Babylonian King Nebuchadnezzar II for his Median wife, Queen Amytis. There is no specific information provided in the supporting documents about who built the Rhodes Statue.\n", + "πŸ€– The Hanging Gardens of Babylon are said to have been built by the Neo-Babylonian King Nebuchadnezzar II for his Median wife, Queen Amytis.\n", "Enter your question or Q to exit.\n", "πŸ§‘ Q\n" ] @@ -371,7 +475,7 @@ "\n", " res = pipeline.run(data={\"retriever\": {\"query\": question},\n", " \"prompt_builder\": {\"template\": messages, \"query\": question},\n", - " \"memory_joiner\": {\"value\": [ChatMessage.from_user(question)]}},\n", + " \"memory_joiner\": {\"values\": [ChatMessage.from_user(question)]}},\n", " include_outputs_from=[\"llm\"])\n", " assistant_resp = res['llm']['replies'][0]\n", " print(f\"πŸ€– {assistant_resp.content}\")" @@ -401,7 +505,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": { "id": "ElRIAJ_smRFb" }, @@ -436,19 +540,19 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Y3q0vLO1GLNL", - "outputId": "65692dc0-95f5-4041-a91a-e4cf54352296" + "outputId": "e64d3b4d-bbeb-46f4-945d-0e516c1639fa" }, "outputs": [ { "data": { "text/plain": [ - "\n", + "\n", "πŸš… Components\n", " - query_rephrase_prompt_builder: PromptBuilder\n", " - query_rephrase_llm: OpenAIGenerator\n", @@ -458,20 +562,20 @@ " - llm: OpenAIChatGenerator\n", " - memory_retriever: ChatMessageRetriever\n", " - memory_writer: ChatMessageWriter\n", - " - memory_joiner: BranchJoiner\n", + " - memory_joiner: ListJoiner\n", "πŸ›€οΈ Connections\n", " - query_rephrase_prompt_builder.prompt -> query_rephrase_llm.prompt (str)\n", " - query_rephrase_llm.replies -> list_to_str_adapter.replies (List[str])\n", " - list_to_str_adapter.output -> retriever.query (str)\n", " - retriever.documents -> prompt_builder.documents (List[Document])\n", " - prompt_builder.prompt -> llm.messages (List[ChatMessage])\n", - " - llm.replies -> memory_joiner.value (List[ChatMessage])\n", + " - llm.replies -> memory_joiner.values (List[ChatMessage])\n", " - memory_retriever.messages -> query_rephrase_prompt_builder.memories (List[ChatMessage])\n", " - memory_retriever.messages -> prompt_builder.memories (List[ChatMessage])\n", - " - memory_joiner.value -> memory_writer.messages (List[ChatMessage])" + " - memory_joiner.values -> memory_writer.messages (List[ChatMessage])" ] }, - "execution_count": 10, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -482,7 +586,6 @@ "from haystack.components.builders import ChatPromptBuilder, PromptBuilder\n", "from haystack.components.generators.chat import OpenAIChatGenerator\n", "from haystack.components.generators import OpenAIGenerator\n", - "from haystack.components.joiners import BranchJoiner\n", "from haystack.components.converters import OutputAdapter\n", "\n", "conversational_rag = Pipeline()\n", @@ -500,7 +603,7 @@ "# components for memory\n", "conversational_rag.add_component(\"memory_retriever\", ChatMessageRetriever(memory_store))\n", "conversational_rag.add_component(\"memory_writer\", ChatMessageWriter(memory_store))\n", - "conversational_rag.add_component(\"memory_joiner\", BranchJoiner(List[ChatMessage]))\n", + "conversational_rag.add_component(\"memory_joiner\", ListJoiner(List[ChatMessage]))\n", "\n", "# connections for query rephrasing\n", "conversational_rag.connect(\"memory_retriever\", \"query_rephrase_prompt_builder.memories\")\n", @@ -536,13 +639,13 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "scx_J3jr3f7q", - "outputId": "8f306eaa-5004-4717-debf-8ef140ac5fcd" + "outputId": "bd81d796-3763-47bc-97a4-3769f2960a5f" }, "outputs": [ { @@ -550,13 +653,13 @@ "output_type": "stream", "text": [ "Enter your question or Q to exit.\n", - "πŸ§‘ What does Rhodes Statue look like? \n", - " πŸ”Ž Search Query: What does the Rhodes Statue look like?\n", - "πŸ€– While scholars do not know exactly what the Rhodes Statue looked like, they have a good idea of what the head and face looked like. It would have had curly hair with evenly spaced spikes of bronze or silver flame radiating, similar to the images found on contemporary Rhodian coins.\n", + "πŸ§‘ Where is Gardens of Babylon? \n", + " πŸ”Ž Search Query: Where are the Hanging Gardens of Babylon located?\n", + "πŸ€– The Hanging Gardens of Babylon were said to be located in the ancient city of Babylon, near present-day Hillah, Babil province, in Iraq.\n", "Enter your question or Q to exit.\n", - "πŸ§‘ Who built it?\n", - " πŸ”Ž Search Query: Who built the Rhodes Statue?\n", - "πŸ€– The Colossus of Rhodes was built by Chares of Lindos, a native of Rhodes, directed to do so by the Rhodians to celebrate their victory in defending the city against an attack by Demetrius Poliorcetes in 280 BC.\n", + "πŸ§‘ When was it built?\n", + " πŸ”Ž Search Query: When was the Hanging Gardens of Babylon built?\n", + "πŸ€– The Hanging Gardens of Babylon are said to have been built during the reign of King Nebuchadnezzar II, who ruled between 605 and 562 BC.\n", "Enter your question or Q to exit.\n", "πŸ§‘ Q\n" ] @@ -571,7 +674,7 @@ "\n", " res = conversational_rag.run(data={\"query_rephrase_prompt_builder\": {\"query\": question},\n", " \"prompt_builder\": {\"template\": messages, \"query\": question},\n", - " \"memory_joiner\": {\"value\": [ChatMessage.from_user(question)]}},\n", + " \"memory_joiner\": {\"values\": [ChatMessage.from_user(question)]}},\n", " include_outputs_from=[\"llm\",\"query_rephrase_llm\"])\n", " search_query = res['query_rephrase_llm']['replies'][0]\n", " print(f\" πŸ”Ž Search Query: {search_query}\")\n", @@ -605,6 +708,1036 @@ "interpreter": { "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6" } + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "13777155bedb426196506e9f99a0e58b": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "178c72eb13ea4713b61f78d6e23845ac": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_4584e2f8a56b4c8aba7bc3ac83fcf465", + "placeholder": "​", + "style": "IPY_MODEL_e3731778144a4dbd994b4fb69964c8fc", + "value": " 46.0/46.0 [00:00<00:00, 2.23kB/s]" + } + }, + "1d541df644074f5fa44628daf3b5bb0f": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "21362aa8df4442a29896367d6cf67e00": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_437ab0f7e2504928a4b11eea3c294876", + "IPY_MODEL_882c76f6986d4e4fb91f67d82332ccf3", + "IPY_MODEL_e9dbe0e711c942feb0d4c317f501352a" + ], + "layout": "IPY_MODEL_c929a3d83e9d4309b7c9485e11608a64" + } + }, + "322220538e2e468c8ec1d1a394b1e468": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "36ca73d9350e4a1c8074c0f774a54990": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "437ab0f7e2504928a4b11eea3c294876": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_6749eb3bb0e94942b7e9e096e62ec8cb", + "placeholder": "​", + "style": "IPY_MODEL_1d541df644074f5fa44628daf3b5bb0f", + "value": "(…)-00000-of-00001-4077bd623d55100a.parquet: 100%" + } + }, + "4584e2f8a56b4c8aba7bc3ac83fcf465": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "4b3ae1c3a76a4fbda2515fc1dc2f7fab": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "4eafb4852c0b465b98bc9aa714a65c55": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "57c6e81875754b20b20ded8242b3416f": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_5da9420916f24ac8b414f40bd2bf9278", + "IPY_MODEL_87e0f724cfd342a696a9a472e6cae440", + "IPY_MODEL_649c0abcb8ae4028b982c67b8c25d49b" + ], + "layout": "IPY_MODEL_4eafb4852c0b465b98bc9aa714a65c55" + } + }, + "5da9420916f24ac8b414f40bd2bf9278": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_bf44c3ba864e4b06a6c7ce99175b6f76", + "placeholder": "​", + "style": "IPY_MODEL_8f5ebd3d7c9a4937a80e4732a4421306", + "value": "Generating train split: 100%" + } + }, + "5e1c026cacd146c5b865407e65fa3da4": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "649c0abcb8ae4028b982c67b8c25d49b": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_5e1c026cacd146c5b865407e65fa3da4", + "placeholder": "​", + "style": "IPY_MODEL_ca7fcb3a93154a0ab91ffd440a5eec07", + "value": " 151/151 [00:00<00:00, 1979.58 examples/s]" + } + }, + "6749eb3bb0e94942b7e9e096e62ec8cb": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "67c1e3a03d8a4cc3aa1f306aeacbf7d3": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "73a190ad645f424595ed510b0a065f6c": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_a0595172cf69419da8906519b67044fc", + "IPY_MODEL_de6320ec52bd428481cc2c3d5a0cc990", + "IPY_MODEL_178c72eb13ea4713b61f78d6e23845ac" + ], + "layout": "IPY_MODEL_ad90be66bdc04459aad56d18ae06053d" + } + }, + "87e0f724cfd342a696a9a472e6cae440": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_edf1188e561b44089d1f33a4ab06da2d", + "max": 151, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_67c1e3a03d8a4cc3aa1f306aeacbf7d3", + "value": 151 + } + }, + "882c76f6986d4e4fb91f67d82332ccf3": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_b294f69f8aa64e448cff87a12b473a40", + "max": 118915, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_13777155bedb426196506e9f99a0e58b", + "value": 118915 + } + }, + "8f5ebd3d7c9a4937a80e4732a4421306": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "a0595172cf69419da8906519b67044fc": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_dc62faede541456693b9f04b014f903e", + "placeholder": "​", + "style": "IPY_MODEL_36ca73d9350e4a1c8074c0f774a54990", + "value": "README.md: 100%" + } + }, + "ad90be66bdc04459aad56d18ae06053d": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "b294f69f8aa64e448cff87a12b473a40": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "bf44c3ba864e4b06a6c7ce99175b6f76": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "c929a3d83e9d4309b7c9485e11608a64": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "ca7fcb3a93154a0ab91ffd440a5eec07": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "ce31567067f54dcdb7e76996a1f85711": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "dc62faede541456693b9f04b014f903e": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "de6320ec52bd428481cc2c3d5a0cc990": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_322220538e2e468c8ec1d1a394b1e468", + "max": 46, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_4b3ae1c3a76a4fbda2515fc1dc2f7fab", + "value": 46 + } + }, + "e3731778144a4dbd994b4fb69964c8fc": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "e9dbe0e711c942feb0d4c317f501352a": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_fb40fd788e234340a5ea5a67a1468633", + "placeholder": "​", + "style": "IPY_MODEL_ce31567067f54dcdb7e76996a1f85711", + "value": " 119k/119k [00:00<00:00, 2.54MB/s]" + } + }, + "edf1188e561b44089d1f33a4ab06da2d": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "fb40fd788e234340a5ea5a67a1468633": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + } + } } }, "nbformat": 4,